function [trainedClassifier, validationAccuracy] = trainClassifierFineKNN(trainingData)
% trainClassifier(trainingData)
%  returns a trained classifier and its accuracy.
%  This code recreates the classification model trained in
%  Classification Learner app.
%
%   Input:
%       trainingData: the training data of same data type as imported
%        in the app (table or matrix).
%
%   Output:
%       trainedClassifier: a struct containing the trained classifier.
%        The struct contains various fields with information about the
%        trained classifier.
%
%       trainedClassifier.predictFcn: a function to make predictions
%        on new data. It takes an input of the same form as this training
%        code (table or matrix) and returns predictions for the response.
%        If you supply a matrix, include only the predictors columns (or
%        rows).
%
%       validationAccuracy: a double containing the accuracy in
%        percent. In the app, the History list displays this
%        overall accuracy score for each model.
%
%  Use the code to train the model with new data.
%  To retrain your classifier, call the function from the command line
%  with your original data or new data as the input argument trainingData.
%
%  For example, to retrain a classifier trained with the original data set
%  T, enter:
%    [trainedClassifier, validationAccuracy] = trainClassifier(T)
%
%  To make predictions with the returned 'trainedClassifier' on new data T,
%  use
%    yfit = trainedClassifier.predictFcn(T)
%
%  To automate training the same classifier with new data, or to learn how
%  to programmatically train classifiers, examine the generated code.

% Auto-generated by MATLAB on 29-Aug-2017 14:40:30


% Extract predictors and response
% This code processes the data into the right shape for training the
% classifier.
inputTable = trainingData;
predictorNames = {'allfeatures1', 'allfeatures2', 'allfeatures3', 'allfeatures4', 'allfeatures5', 'allfeatures6', 'allfeatures7', 'allfeatures8', 'allfeatures9', 'allfeatures10', 'allfeatures11', 'allfeatures12', 'allfeatures13', 'allfeatures14', 'allfeatures15', 'allfeatures16', 'allfeatures17', 'allfeatures18', 'allfeatures19', 'allfeatures20', 'allfeatures21', 'allfeatures22', 'allfeatures23', 'allfeatures24', 'allfeatures25', 'allfeatures26', 'allfeatures27', 'allfeatures28', 'allfeatures29', 'allfeatures30', 'allfeatures31', 'allfeatures32', 'allfeatures33', 'allfeatures34', 'allfeatures35', 'allfeatures36', 'allfeatures37', 'allfeatures38', 'allfeatures39', 'allfeatures40', 'allfeatures41', 'allfeatures42', 'allfeatures43', 'allfeatures44', 'allfeatures45', 'allfeatures46', 'allfeatures47', 'allfeatures48', 'allfeatures49', 'allfeatures50', 'allfeatures51', 'allfeatures52', 'allfeatures53', 'allfeatures54', 'allfeatures55', 'allfeatures56', 'allfeatures57', 'allfeatures58', 'allfeatures59', 'allfeatures60', 'allfeatures61', 'allfeatures62', 'allfeatures63', 'allfeatures64', 'allfeatures65', 'allfeatures66', 'allfeatures67', 'allfeatures68', 'allfeatures69', 'allfeatures70', 'allfeatures71', 'allfeatures72', 'allfeatures73', 'allfeatures74', 'allfeatures75', 'allfeatures76', 'allfeatures77', 'allfeatures78', 'allfeatures79', 'allfeatures80', 'allfeatures81', 'allfeatures82', 'allfeatures83', 'allfeatures84', 'allfeatures85', 'allfeatures86', 'allfeatures87', 'allfeatures88', 'allfeatures89', 'allfeatures90', 'allfeatures91', 'allfeatures92', 'allfeatures93', 'allfeatures94', 'allfeatures95', 'allfeatures96', 'allfeatures97', 'allfeatures98', 'allfeatures99', 'allfeatures100', 'allfeatures101', 'allfeatures102', 'allfeatures103', 'allfeatures104', 'allfeatures105', 'allfeatures106', 'allfeatures107', 'allfeatures108', 'allfeatures109', 'allfeatures110', 'allfeatures111', 'allfeatures112', 'allfeatures113', 'allfeatures114', 'allfeatures115', 'allfeatures116', 'allfeatures117', 'allfeatures118', 'allfeatures119', 'allfeatures120', 'allfeatures121', 'allfeatures122', 'allfeatures123', 'allfeatures124', 'allfeatures125', 'allfeatures126', 'allfeatures127', 'allfeatures128', 'allfeatures129', 'allfeatures130', 'allfeatures131', 'allfeatures132', 'allfeatures133', 'allfeatures134', 'allfeatures135', 'allfeatures136', 'allfeatures137', 'allfeatures138', 'allfeatures139', 'allfeatures140', 'allfeatures141', 'allfeatures142', 'allfeatures143', 'allfeatures144', 'allfeatures145', 'allfeatures146', 'allfeatures147', 'allfeatures148', 'allfeatures149', 'allfeatures150', 'allfeatures151', 'allfeatures152', 'allfeatures153', 'allfeatures154', 'allfeatures155', 'allfeatures156', 'allfeatures157', 'allfeatures158', 'allfeatures159', 'allfeatures160', 'allfeatures161', 'allfeatures162', 'allfeatures163', 'allfeatures164', 'allfeatures165', 'allfeatures166', 'allfeatures167', 'allfeatures168', 'allfeatures169', 'allfeatures170', 'allfeatures171', 'allfeatures172', 'allfeatures173', 'allfeatures174', 'allfeatures175', 'allfeatures176', 'allfeatures177', 'allfeatures178', 'allfeatures179', 'allfeatures180', 'allfeatures181', 'allfeatures182', 'allfeatures183', 'allfeatures184', 'allfeatures185', 'allfeatures186', 'allfeatures187', 'allfeatures188', 'allfeatures189', 'allfeatures190', 'allfeatures191', 'allfeatures192', 'allfeatures193', 'allfeatures194', 'allfeatures195', 'allfeatures196', 'allfeatures197', 'allfeatures198', 'allfeatures199', 'allfeatures200', 'allfeatures201', 'allfeatures202', 'allfeatures203', 'allfeatures204', 'allfeatures205', 'allfeatures206', 'allfeatures207', 'allfeatures208', 'allfeatures209', 'allfeatures210', 'allfeatures211', 'allfeatures212', 'allfeatures213', 'allfeatures214', 'allfeatures215', 'allfeatures216', 'allfeatures217', 'allfeatures218', 'allfeatures219', 'allfeatures220', 'allfeatures221', 'allfeatures222', 'allfeatures223', 'allfeatures224', 'allfeatures225', 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'allfeatures3908', 'allfeatures3909', 'allfeatures3910', 'allfeatures3911', 'allfeatures3912', 'allfeatures3913', 'allfeatures3914', 'allfeatures3915', 'allfeatures3916', 'allfeatures3917', 'allfeatures3918', 'allfeatures3919', 'allfeatures3920', 'allfeatures3921', 'allfeatures3922', 'allfeatures3923', 'allfeatures3924', 'allfeatures3925', 'allfeatures3926', 'allfeatures3927', 'allfeatures3928', 'allfeatures3929', 'allfeatures3930', 'allfeatures3931', 'allfeatures3932', 'allfeatures3933', 'allfeatures3934', 'allfeatures3935', 'allfeatures3936', 'allfeatures3937', 'allfeatures3938', 'allfeatures3939', 'allfeatures3940', 'allfeatures3941', 'allfeatures3942', 'allfeatures3943', 'allfeatures3944', 'allfeatures3945', 'allfeatures3946', 'allfeatures3947', 'allfeatures3948', 'allfeatures3949', 'allfeatures3950', 'allfeatures3951', 'allfeatures3952', 'allfeatures3953', 'allfeatures3954', 'allfeatures3955', 'allfeatures3956', 'allfeatures3957', 'allfeatures3958', 'allfeatures3959', 'allfeatures3960', 'allfeatures3961', 'allfeatures3962', 'allfeatures3963', 'allfeatures3964', 'allfeatures3965', 'allfeatures3966', 'allfeatures3967', 'allfeatures3968', 'allfeatures3969', 'allfeatures3970', 'allfeatures3971', 'allfeatures3972', 'allfeatures3973', 'allfeatures3974', 'allfeatures3975', 'allfeatures3976', 'allfeatures3977', 'allfeatures3978', 'allfeatures3979', 'allfeatures3980', 'allfeatures3981', 'allfeatures3982', 'allfeatures3983', 'allfeatures3984', 'allfeatures3985', 'allfeatures3986', 'allfeatures3987', 'allfeatures3988', 'allfeatures3989', 'allfeatures3990', 'allfeatures3991', 'allfeatures3992', 'allfeatures3993', 'allfeatures3994', 'allfeatures3995', 'allfeatures3996', 'allfeatures3997', 'allfeatures3998', 'allfeatures3999', 'allfeatures4000', 'allfeatures4001', 'allfeatures4002', 'allfeatures4003', 'allfeatures4004', 'allfeatures4005', 'allfeatures4006', 'allfeatures4007', 'allfeatures4008', 'allfeatures4009', 'allfeatures4010', 'allfeatures4011', 'allfeatures4012', 'allfeatures4013', 'allfeatures4014', 'allfeatures4015', 'allfeatures4016', 'allfeatures4017', 'allfeatures4018', 'allfeatures4019', 'allfeatures4020', 'allfeatures4021', 'allfeatures4022', 'allfeatures4023', 'allfeatures4024', 'allfeatures4025', 'allfeatures4026', 'allfeatures4027', 'allfeatures4028', 'allfeatures4029', 'allfeatures4030', 'allfeatures4031', 'allfeatures4032', 'allfeatures4033', 'allfeatures4034', 'allfeatures4035', 'allfeatures4036', 'allfeatures4037', 'allfeatures4038', 'allfeatures4039', 'allfeatures4040', 'allfeatures4041', 'allfeatures4042', 'allfeatures4043', 'allfeatures4044', 'allfeatures4045', 'allfeatures4046', 'allfeatures4047', 'allfeatures4048', 'allfeatures4049', 'allfeatures4050', 'allfeatures4051', 'allfeatures4052', 'allfeatures4053', 'allfeatures4054', 'allfeatures4055', 'allfeatures4056', 'allfeatures4057', 'allfeatures4058', 'allfeatures4059', 'allfeatures4060', 'allfeatures4061', 'allfeatures4062', 'allfeatures4063', 'allfeatures4064', 'allfeatures4065', 'allfeatures4066', 'allfeatures4067', 'allfeatures4068', 'allfeatures4069', 'allfeatures4070', 'allfeatures4071', 'allfeatures4072', 'allfeatures4073', 'allfeatures4074', 'allfeatures4075', 'allfeatures4076', 'allfeatures4077', 'allfeatures4078', 'allfeatures4079', 'allfeatures4080', 'allfeatures4081', 'allfeatures4082', 'allfeatures4083', 'allfeatures4084', 'allfeatures4085', 'allfeatures4086', 'allfeatures4087', 'allfeatures4088', 'allfeatures4089', 'allfeatures4090', 'allfeatures4091', 'allfeatures4092', 'allfeatures4093', 'allfeatures4094', 'allfeatures4095', 'allfeatures4096'};
predictors = inputTable(:, predictorNames);
response = inputTable.Group;
isCategoricalPredictor = [false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, 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% Train a classifier
% This code specifies all the classifier options and trains the classifier.
classificationKNN = fitcknn(...
    predictors, ...
    response, ...
    'Distance', 'Euclidean', ...
    'Exponent', [], ...
    'NumNeighbors', 1, ...
    'DistanceWeight', 'Equal', ...
    'Standardize', true, ...
    'ClassNames', [1; 2; 3; 4; 5; 6; 7; 8; 9; 10; 11; 12]);

% Create the result struct with predict function
predictorExtractionFcn = @(t) t(:, predictorNames);
knnPredictFcn = @(x) predict(classificationKNN, x);
trainedClassifier.predictFcn = @(x) knnPredictFcn(predictorExtractionFcn(x));

% Add additional fields to the result struct
trainedClassifier.RequiredVariables = {'allfeatures1', 'allfeatures2', 'allfeatures3', 'allfeatures4', 'allfeatures5', 'allfeatures6', 'allfeatures7', 'allfeatures8', 'allfeatures9', 'allfeatures10', 'allfeatures11', 'allfeatures12', 'allfeatures13', 'allfeatures14', 'allfeatures15', 'allfeatures16', 'allfeatures17', 'allfeatures18', 'allfeatures19', 'allfeatures20', 'allfeatures21', 'allfeatures22', 'allfeatures23', 'allfeatures24', 'allfeatures25', 'allfeatures26', 'allfeatures27', 'allfeatures28', 'allfeatures29', 'allfeatures30', 'allfeatures31', 'allfeatures32', 'allfeatures33', 'allfeatures34', 'allfeatures35', 'allfeatures36', 'allfeatures37', 'allfeatures38', 'allfeatures39', 'allfeatures40', 'allfeatures41', 'allfeatures42', 'allfeatures43', 'allfeatures44', 'allfeatures45', 'allfeatures46', 'allfeatures47', 'allfeatures48', 'allfeatures49', 'allfeatures50', 'allfeatures51', 'allfeatures52', 'allfeatures53', 'allfeatures54', 'allfeatures55', 'allfeatures56', 'allfeatures57', 'allfeatures58', 'allfeatures59', 'allfeatures60', 'allfeatures61', 'allfeatures62', 'allfeatures63', 'allfeatures64', 'allfeatures65', 'allfeatures66', 'allfeatures67', 'allfeatures68', 'allfeatures69', 'allfeatures70', 'allfeatures71', 'allfeatures72', 'allfeatures73', 'allfeatures74', 'allfeatures75', 'allfeatures76', 'allfeatures77', 'allfeatures78', 'allfeatures79', 'allfeatures80', 'allfeatures81', 'allfeatures82', 'allfeatures83', 'allfeatures84', 'allfeatures85', 'allfeatures86', 'allfeatures87', 'allfeatures88', 'allfeatures89', 'allfeatures90', 'allfeatures91', 'allfeatures92', 'allfeatures93', 'allfeatures94', 'allfeatures95', 'allfeatures96', 'allfeatures97', 'allfeatures98', 'allfeatures99', 'allfeatures100', 'allfeatures101', 'allfeatures102', 'allfeatures103', 'allfeatures104', 'allfeatures105', 'allfeatures106', 'allfeatures107', 'allfeatures108', 'allfeatures109', 'allfeatures110', 'allfeatures111', 'allfeatures112', 'allfeatures113', 'allfeatures114', 'allfeatures115', 'allfeatures116', 'allfeatures117', 'allfeatures118', 'allfeatures119', 'allfeatures120', 'allfeatures121', 'allfeatures122', 'allfeatures123', 'allfeatures124', 'allfeatures125', 'allfeatures126', 'allfeatures127', 'allfeatures128', 'allfeatures129', 'allfeatures130', 'allfeatures131', 'allfeatures132', 'allfeatures133', 'allfeatures134', 'allfeatures135', 'allfeatures136', 'allfeatures137', 'allfeatures138', 'allfeatures139', 'allfeatures140', 'allfeatures141', 'allfeatures142', 'allfeatures143', 'allfeatures144', 'allfeatures145', 'allfeatures146', 'allfeatures147', 'allfeatures148', 'allfeatures149', 'allfeatures150', 'allfeatures151', 'allfeatures152', 'allfeatures153', 'allfeatures154', 'allfeatures155', 'allfeatures156', 'allfeatures157', 'allfeatures158', 'allfeatures159', 'allfeatures160', 'allfeatures161', 'allfeatures162', 'allfeatures163', 'allfeatures164', 'allfeatures165', 'allfeatures166', 'allfeatures167', 'allfeatures168', 'allfeatures169', 'allfeatures170', 'allfeatures171', 'allfeatures172', 'allfeatures173', 'allfeatures174', 'allfeatures175', 'allfeatures176', 'allfeatures177', 'allfeatures178', 'allfeatures179', 'allfeatures180', 'allfeatures181', 'allfeatures182', 'allfeatures183', 'allfeatures184', 'allfeatures185', 'allfeatures186', 'allfeatures187', 'allfeatures188', 'allfeatures189', 'allfeatures190', 'allfeatures191', 'allfeatures192', 'allfeatures193', 'allfeatures194', 'allfeatures195', 'allfeatures196', 'allfeatures197', 'allfeatures198', 'allfeatures199', 'allfeatures200', 'allfeatures201', 'allfeatures202', 'allfeatures203', 'allfeatures204', 'allfeatures205', 'allfeatures206', 'allfeatures207', 'allfeatures208', 'allfeatures209', 'allfeatures210', 'allfeatures211', 'allfeatures212', 'allfeatures213', 'allfeatures214', 'allfeatures215', 'allfeatures216', 'allfeatures217', 'allfeatures218', 'allfeatures219', 'allfeatures220', 'allfeatures221', 'allfeatures222', 'allfeatures223', 'allfeatures224', 'allfeatures225', 'allfeatures226', 'allfeatures227', 'allfeatures228', 'allfeatures229', 'allfeatures230', 'allfeatures231', 'allfeatures232', 'allfeatures233', 'allfeatures234', 'allfeatures235', 'allfeatures236', 'allfeatures237', 'allfeatures238', 'allfeatures239', 'allfeatures240', 'allfeatures241', 'allfeatures242', 'allfeatures243', 'allfeatures244', 'allfeatures245', 'allfeatures246', 'allfeatures247', 'allfeatures248', 'allfeatures249', 'allfeatures250', 'allfeatures251', 'allfeatures252', 'allfeatures253', 'allfeatures254', 'allfeatures255', 'allfeatures256', 'allfeatures257', 'allfeatures258', 'allfeatures259', 'allfeatures260', 'allfeatures261', 'allfeatures262', 'allfeatures263', 'allfeatures264', 'allfeatures265', 'allfeatures266', 'allfeatures267', 'allfeatures268', 'allfeatures269', 'allfeatures270', 'allfeatures271', 'allfeatures272', 'allfeatures273', 'allfeatures274', 'allfeatures275', 'allfeatures276', 'allfeatures277', 'allfeatures278', 'allfeatures279', 'allfeatures280', 'allfeatures281', 'allfeatures282', 'allfeatures283', 'allfeatures284', 'allfeatures285', 'allfeatures286', 'allfeatures287', 'allfeatures288', 'allfeatures289', 'allfeatures290', 'allfeatures291', 'allfeatures292', 'allfeatures293', 'allfeatures294', 'allfeatures295', 'allfeatures296', 'allfeatures297', 'allfeatures298', 'allfeatures299', 'allfeatures300', 'allfeatures301', 'allfeatures302', 'allfeatures303', 'allfeatures304', 'allfeatures305', 'allfeatures306', 'allfeatures307', 'allfeatures308', 'allfeatures309', 'allfeatures310', 'allfeatures311', 'allfeatures312', 'allfeatures313', 'allfeatures314', 'allfeatures315', 'allfeatures316', 'allfeatures317', 'allfeatures318', 'allfeatures319', 'allfeatures320', 'allfeatures321', 'allfeatures322', 'allfeatures323', 'allfeatures324', 'allfeatures325', 'allfeatures326', 'allfeatures327', 'allfeatures328', 'allfeatures329', 'allfeatures330', 'allfeatures331', 'allfeatures332', 'allfeatures333', 'allfeatures334', 'allfeatures335', 'allfeatures336', 'allfeatures337', 'allfeatures338', 'allfeatures339', 'allfeatures340', 'allfeatures341', 'allfeatures342', 'allfeatures343', 'allfeatures344', 'allfeatures345', 'allfeatures346', 'allfeatures347', 'allfeatures348', 'allfeatures349', 'allfeatures350', 'allfeatures351', 'allfeatures352', 'allfeatures353', 'allfeatures354', 'allfeatures355', 'allfeatures356', 'allfeatures357', 'allfeatures358', 'allfeatures359', 'allfeatures360', 'allfeatures361', 'allfeatures362', 'allfeatures363', 'allfeatures364', 'allfeatures365', 'allfeatures366', 'allfeatures367', 'allfeatures368', 'allfeatures369', 'allfeatures370', 'allfeatures371', 'allfeatures372', 'allfeatures373', 'allfeatures374', 'allfeatures375', 'allfeatures376', 'allfeatures377', 'allfeatures378', 'allfeatures379', 'allfeatures380', 'allfeatures381', 'allfeatures382', 'allfeatures383', 'allfeatures384', 'allfeatures385', 'allfeatures386', 'allfeatures387', 'allfeatures388', 'allfeatures389', 'allfeatures390', 'allfeatures391', 'allfeatures392', 'allfeatures393', 'allfeatures394', 'allfeatures395', 'allfeatures396', 'allfeatures397', 'allfeatures398', 'allfeatures399', 'allfeatures400', 'allfeatures401', 'allfeatures402', 'allfeatures403', 'allfeatures404', 'allfeatures405', 'allfeatures406', 'allfeatures407', 'allfeatures408', 'allfeatures409', 'allfeatures410', 'allfeatures411', 'allfeatures412', 'allfeatures413', 'allfeatures414', 'allfeatures415', 'allfeatures416', 'allfeatures417', 'allfeatures418', 'allfeatures419', 'allfeatures420', 'allfeatures421', 'allfeatures422', 'allfeatures423', 'allfeatures424', 'allfeatures425', 'allfeatures426', 'allfeatures427', 'allfeatures428', 'allfeatures429', 'allfeatures430', 'allfeatures431', 'allfeatures432', 'allfeatures433', 'allfeatures434', 'allfeatures435', 'allfeatures436', 'allfeatures437', 'allfeatures438', 'allfeatures439', 'allfeatures440', 'allfeatures441', 'allfeatures442', 'allfeatures443', 'allfeatures444', 'allfeatures445', 'allfeatures446', 'allfeatures447', 'allfeatures448', 'allfeatures449', 'allfeatures450', 'allfeatures451', 'allfeatures452', 'allfeatures453', 'allfeatures454', 'allfeatures455', 'allfeatures456', 'allfeatures457', 'allfeatures458', 'allfeatures459', 'allfeatures460', 'allfeatures461', 'allfeatures462', 'allfeatures463', 'allfeatures464', 'allfeatures465', 'allfeatures466', 'allfeatures467', 'allfeatures468', 'allfeatures469', 'allfeatures470', 'allfeatures471', 'allfeatures472', 'allfeatures473', 'allfeatures474', 'allfeatures475', 'allfeatures476', 'allfeatures477', 'allfeatures478', 'allfeatures479', 'allfeatures480', 'allfeatures481', 'allfeatures482', 'allfeatures483', 'allfeatures484', 'allfeatures485', 'allfeatures486', 'allfeatures487', 'allfeatures488', 'allfeatures489', 'allfeatures490', 'allfeatures491', 'allfeatures492', 'allfeatures493', 'allfeatures494', 'allfeatures495', 'allfeatures496', 'allfeatures497', 'allfeatures498', 'allfeatures499', 'allfeatures500', 'allfeatures501', 'allfeatures502', 'allfeatures503', 'allfeatures504', 'allfeatures505', 'allfeatures506', 'allfeatures507', 'allfeatures508', 'allfeatures509', 'allfeatures510', 'allfeatures511', 'allfeatures512', 'allfeatures513', 'allfeatures514', 'allfeatures515', 'allfeatures516', 'allfeatures517', 'allfeatures518', 'allfeatures519', 'allfeatures520', 'allfeatures521', 'allfeatures522', 'allfeatures523', 'allfeatures524', 'allfeatures525', 'allfeatures526', 'allfeatures527', 'allfeatures528', 'allfeatures529', 'allfeatures530', 'allfeatures531', 'allfeatures532', 'allfeatures533', 'allfeatures534', 'allfeatures535', 'allfeatures536', 'allfeatures537', 'allfeatures538', 'allfeatures539', 'allfeatures540', 'allfeatures541', 'allfeatures542', 'allfeatures543', 'allfeatures544', 'allfeatures545', 'allfeatures546', 'allfeatures547', 'allfeatures548', 'allfeatures549', 'allfeatures550', 'allfeatures551', 'allfeatures552', 'allfeatures553', 'allfeatures554', 'allfeatures555', 'allfeatures556', 'allfeatures557', 'allfeatures558', 'allfeatures559', 'allfeatures560', 'allfeatures561', 'allfeatures562', 'allfeatures563', 'allfeatures564', 'allfeatures565', 'allfeatures566', 'allfeatures567', 'allfeatures568', 'allfeatures569', 'allfeatures570', 'allfeatures571', 'allfeatures572', 'allfeatures573', 'allfeatures574', 'allfeatures575', 'allfeatures576', 'allfeatures577', 'allfeatures578', 'allfeatures579', 'allfeatures580', 'allfeatures581', 'allfeatures582', 'allfeatures583', 'allfeatures584', 'allfeatures585', 'allfeatures586', 'allfeatures587', 'allfeatures588', 'allfeatures589', 'allfeatures590', 'allfeatures591', 'allfeatures592', 'allfeatures593', 'allfeatures594', 'allfeatures595', 'allfeatures596', 'allfeatures597', 'allfeatures598', 'allfeatures599', 'allfeatures600', 'allfeatures601', 'allfeatures602', 'allfeatures603', 'allfeatures604', 'allfeatures605', 'allfeatures606', 'allfeatures607', 'allfeatures608', 'allfeatures609', 'allfeatures610', 'allfeatures611', 'allfeatures612', 'allfeatures613', 'allfeatures614', 'allfeatures615', 'allfeatures616', 'allfeatures617', 'allfeatures618', 'allfeatures619', 'allfeatures620', 'allfeatures621', 'allfeatures622', 'allfeatures623', 'allfeatures624', 'allfeatures625', 'allfeatures626', 'allfeatures627', 'allfeatures628', 'allfeatures629', 'allfeatures630', 'allfeatures631', 'allfeatures632', 'allfeatures633', 'allfeatures634', 'allfeatures635', 'allfeatures636', 'allfeatures637', 'allfeatures638', 'allfeatures639', 'allfeatures640', 'allfeatures641', 'allfeatures642', 'allfeatures643', 'allfeatures644', 'allfeatures645', 'allfeatures646', 'allfeatures647', 'allfeatures648', 'allfeatures649', 'allfeatures650', 'allfeatures651', 'allfeatures652', 'allfeatures653', 'allfeatures654', 'allfeatures655', 'allfeatures656', 'allfeatures657', 'allfeatures658', 'allfeatures659', 'allfeatures660', 'allfeatures661', 'allfeatures662', 'allfeatures663', 'allfeatures664', 'allfeatures665', 'allfeatures666', 'allfeatures667', 'allfeatures668', 'allfeatures669', 'allfeatures670', 'allfeatures671', 'allfeatures672', 'allfeatures673', 'allfeatures674', 'allfeatures675', 'allfeatures676', 'allfeatures677', 'allfeatures678', 'allfeatures679', 'allfeatures680', 'allfeatures681', 'allfeatures682', 'allfeatures683', 'allfeatures684', 'allfeatures685', 'allfeatures686', 'allfeatures687', 'allfeatures688', 'allfeatures689', 'allfeatures690', 'allfeatures691', 'allfeatures692', 'allfeatures693', 'allfeatures694', 'allfeatures695', 'allfeatures696', 'allfeatures697', 'allfeatures698', 'allfeatures699', 'allfeatures700', 'allfeatures701', 'allfeatures702', 'allfeatures703', 'allfeatures704', 'allfeatures705', 'allfeatures706', 'allfeatures707', 'allfeatures708', 'allfeatures709', 'allfeatures710', 'allfeatures711', 'allfeatures712', 'allfeatures713', 'allfeatures714', 'allfeatures715', 'allfeatures716', 'allfeatures717', 'allfeatures718', 'allfeatures719', 'allfeatures720', 'allfeatures721', 'allfeatures722', 'allfeatures723', 'allfeatures724', 'allfeatures725', 'allfeatures726', 'allfeatures727', 'allfeatures728', 'allfeatures729', 'allfeatures730', 'allfeatures731', 'allfeatures732', 'allfeatures733', 'allfeatures734', 'allfeatures735', 'allfeatures736', 'allfeatures737', 'allfeatures738', 'allfeatures739', 'allfeatures740', 'allfeatures741', 'allfeatures742', 'allfeatures743', 'allfeatures744', 'allfeatures745', 'allfeatures746', 'allfeatures747', 'allfeatures748', 'allfeatures749', 'allfeatures750', 'allfeatures751', 'allfeatures752', 'allfeatures753', 'allfeatures754', 'allfeatures755', 'allfeatures756', 'allfeatures757', 'allfeatures758', 'allfeatures759', 'allfeatures760', 'allfeatures761', 'allfeatures762', 'allfeatures763', 'allfeatures764', 'allfeatures765', 'allfeatures766', 'allfeatures767', 'allfeatures768', 'allfeatures769', 'allfeatures770', 'allfeatures771', 'allfeatures772', 'allfeatures773', 'allfeatures774', 'allfeatures775', 'allfeatures776', 'allfeatures777', 'allfeatures778', 'allfeatures779', 'allfeatures780', 'allfeatures781', 'allfeatures782', 'allfeatures783', 'allfeatures784', 'allfeatures785', 'allfeatures786', 'allfeatures787', 'allfeatures788', 'allfeatures789', 'allfeatures790', 'allfeatures791', 'allfeatures792', 'allfeatures793', 'allfeatures794', 'allfeatures795', 'allfeatures796', 'allfeatures797', 'allfeatures798', 'allfeatures799', 'allfeatures800', 'allfeatures801', 'allfeatures802', 'allfeatures803', 'allfeatures804', 'allfeatures805', 'allfeatures806', 'allfeatures807', 'allfeatures808', 'allfeatures809', 'allfeatures810', 'allfeatures811', 'allfeatures812', 'allfeatures813', 'allfeatures814', 'allfeatures815', 'allfeatures816', 'allfeatures817', 'allfeatures818', 'allfeatures819', 'allfeatures820', 'allfeatures821', 'allfeatures822', 'allfeatures823', 'allfeatures824', 'allfeatures825', 'allfeatures826', 'allfeatures827', 'allfeatures828', 'allfeatures829', 'allfeatures830', 'allfeatures831', 'allfeatures832', 'allfeatures833', 'allfeatures834', 'allfeatures835', 'allfeatures836', 'allfeatures837', 'allfeatures838', 'allfeatures839', 'allfeatures840', 'allfeatures841', 'allfeatures842', 'allfeatures843', 'allfeatures844', 'allfeatures845', 'allfeatures846', 'allfeatures847', 'allfeatures848', 'allfeatures849', 'allfeatures850', 'allfeatures851', 'allfeatures852', 'allfeatures853', 'allfeatures854', 'allfeatures855', 'allfeatures856', 'allfeatures857', 'allfeatures858', 'allfeatures859', 'allfeatures860', 'allfeatures861', 'allfeatures862', 'allfeatures863', 'allfeatures864', 'allfeatures865', 'allfeatures866', 'allfeatures867', 'allfeatures868', 'allfeatures869', 'allfeatures870', 'allfeatures871', 'allfeatures872', 'allfeatures873', 'allfeatures874', 'allfeatures875', 'allfeatures876', 'allfeatures877', 'allfeatures878', 'allfeatures879', 'allfeatures880', 'allfeatures881', 'allfeatures882', 'allfeatures883', 'allfeatures884', 'allfeatures885', 'allfeatures886', 'allfeatures887', 'allfeatures888', 'allfeatures889', 'allfeatures890', 'allfeatures891', 'allfeatures892', 'allfeatures893', 'allfeatures894', 'allfeatures895', 'allfeatures896', 'allfeatures897', 'allfeatures898', 'allfeatures899', 'allfeatures900', 'allfeatures901', 'allfeatures902', 'allfeatures903', 'allfeatures904', 'allfeatures905', 'allfeatures906', 'allfeatures907', 'allfeatures908', 'allfeatures909', 'allfeatures910', 'allfeatures911', 'allfeatures912', 'allfeatures913', 'allfeatures914', 'allfeatures915', 'allfeatures916', 'allfeatures917', 'allfeatures918', 'allfeatures919', 'allfeatures920', 'allfeatures921', 'allfeatures922', 'allfeatures923', 'allfeatures924', 'allfeatures925', 'allfeatures926', 'allfeatures927', 'allfeatures928', 'allfeatures929', 'allfeatures930', 'allfeatures931', 'allfeatures932', 'allfeatures933', 'allfeatures934', 'allfeatures935', 'allfeatures936', 'allfeatures937', 'allfeatures938', 'allfeatures939', 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'allfeatures3543', 'allfeatures3544', 'allfeatures3545', 'allfeatures3546', 'allfeatures3547', 'allfeatures3548', 'allfeatures3549', 'allfeatures3550', 'allfeatures3551', 'allfeatures3552', 'allfeatures3553', 'allfeatures3554', 'allfeatures3555', 'allfeatures3556', 'allfeatures3557', 'allfeatures3558', 'allfeatures3559', 'allfeatures3560', 'allfeatures3561', 'allfeatures3562', 'allfeatures3563', 'allfeatures3564', 'allfeatures3565', 'allfeatures3566', 'allfeatures3567', 'allfeatures3568', 'allfeatures3569', 'allfeatures3570', 'allfeatures3571', 'allfeatures3572', 'allfeatures3573', 'allfeatures3574', 'allfeatures3575', 'allfeatures3576', 'allfeatures3577', 'allfeatures3578', 'allfeatures3579', 'allfeatures3580', 'allfeatures3581', 'allfeatures3582', 'allfeatures3583', 'allfeatures3584', 'allfeatures3585', 'allfeatures3586', 'allfeatures3587', 'allfeatures3588', 'allfeatures3589', 'allfeatures3590', 'allfeatures3591', 'allfeatures3592', 'allfeatures3593', 'allfeatures3594', 'allfeatures3595', 'allfeatures3596', 'allfeatures3597', 'allfeatures3598', 'allfeatures3599', 'allfeatures3600', 'allfeatures3601', 'allfeatures3602', 'allfeatures3603', 'allfeatures3604', 'allfeatures3605', 'allfeatures3606', 'allfeatures3607', 'allfeatures3608', 'allfeatures3609', 'allfeatures3610', 'allfeatures3611', 'allfeatures3612', 'allfeatures3613', 'allfeatures3614', 'allfeatures3615', 'allfeatures3616', 'allfeatures3617', 'allfeatures3618', 'allfeatures3619', 'allfeatures3620', 'allfeatures3621', 'allfeatures3622', 'allfeatures3623', 'allfeatures3624', 'allfeatures3625', 'allfeatures3626', 'allfeatures3627', 'allfeatures3628', 'allfeatures3629', 'allfeatures3630', 'allfeatures3631', 'allfeatures3632', 'allfeatures3633', 'allfeatures3634', 'allfeatures3635', 'allfeatures3636', 'allfeatures3637', 'allfeatures3638', 'allfeatures3639', 'allfeatures3640', 'allfeatures3641', 'allfeatures3642', 'allfeatures3643', 'allfeatures3644', 'allfeatures3645', 'allfeatures3646', 'allfeatures3647', 'allfeatures3648', 'allfeatures3649', 'allfeatures3650', 'allfeatures3651', 'allfeatures3652', 'allfeatures3653', 'allfeatures3654', 'allfeatures3655', 'allfeatures3656', 'allfeatures3657', 'allfeatures3658', 'allfeatures3659', 'allfeatures3660', 'allfeatures3661', 'allfeatures3662', 'allfeatures3663', 'allfeatures3664', 'allfeatures3665', 'allfeatures3666', 'allfeatures3667', 'allfeatures3668', 'allfeatures3669', 'allfeatures3670', 'allfeatures3671', 'allfeatures3672', 'allfeatures3673', 'allfeatures3674', 'allfeatures3675', 'allfeatures3676', 'allfeatures3677', 'allfeatures3678', 'allfeatures3679', 'allfeatures3680', 'allfeatures3681', 'allfeatures3682', 'allfeatures3683', 'allfeatures3684', 'allfeatures3685', 'allfeatures3686', 'allfeatures3687', 'allfeatures3688', 'allfeatures3689', 'allfeatures3690', 'allfeatures3691', 'allfeatures3692', 'allfeatures3693', 'allfeatures3694', 'allfeatures3695', 'allfeatures3696', 'allfeatures3697', 'allfeatures3698', 'allfeatures3699', 'allfeatures3700', 'allfeatures3701', 'allfeatures3702', 'allfeatures3703', 'allfeatures3704', 'allfeatures3705', 'allfeatures3706', 'allfeatures3707', 'allfeatures3708', 'allfeatures3709', 'allfeatures3710', 'allfeatures3711', 'allfeatures3712', 'allfeatures3713', 'allfeatures3714', 'allfeatures3715', 'allfeatures3716', 'allfeatures3717', 'allfeatures3718', 'allfeatures3719', 'allfeatures3720', 'allfeatures3721', 'allfeatures3722', 'allfeatures3723', 'allfeatures3724', 'allfeatures3725', 'allfeatures3726', 'allfeatures3727', 'allfeatures3728', 'allfeatures3729', 'allfeatures3730', 'allfeatures3731', 'allfeatures3732', 'allfeatures3733', 'allfeatures3734', 'allfeatures3735', 'allfeatures3736', 'allfeatures3737', 'allfeatures3738', 'allfeatures3739', 'allfeatures3740', 'allfeatures3741', 'allfeatures3742', 'allfeatures3743', 'allfeatures3744', 'allfeatures3745', 'allfeatures3746', 'allfeatures3747', 'allfeatures3748', 'allfeatures3749', 'allfeatures3750', 'allfeatures3751', 'allfeatures3752', 'allfeatures3753', 'allfeatures3754', 'allfeatures3755', 'allfeatures3756', 'allfeatures3757', 'allfeatures3758', 'allfeatures3759', 'allfeatures3760', 'allfeatures3761', 'allfeatures3762', 'allfeatures3763', 'allfeatures3764', 'allfeatures3765', 'allfeatures3766', 'allfeatures3767', 'allfeatures3768', 'allfeatures3769', 'allfeatures3770', 'allfeatures3771', 'allfeatures3772', 'allfeatures3773', 'allfeatures3774', 'allfeatures3775', 'allfeatures3776', 'allfeatures3777', 'allfeatures3778', 'allfeatures3779', 'allfeatures3780', 'allfeatures3781', 'allfeatures3782', 'allfeatures3783', 'allfeatures3784', 'allfeatures3785', 'allfeatures3786', 'allfeatures3787', 'allfeatures3788', 'allfeatures3789', 'allfeatures3790', 'allfeatures3791', 'allfeatures3792', 'allfeatures3793', 'allfeatures3794', 'allfeatures3795', 'allfeatures3796', 'allfeatures3797', 'allfeatures3798', 'allfeatures3799', 'allfeatures3800', 'allfeatures3801', 'allfeatures3802', 'allfeatures3803', 'allfeatures3804', 'allfeatures3805', 'allfeatures3806', 'allfeatures3807', 'allfeatures3808', 'allfeatures3809', 'allfeatures3810', 'allfeatures3811', 'allfeatures3812', 'allfeatures3813', 'allfeatures3814', 'allfeatures3815', 'allfeatures3816', 'allfeatures3817', 'allfeatures3818', 'allfeatures3819', 'allfeatures3820', 'allfeatures3821', 'allfeatures3822', 'allfeatures3823', 'allfeatures3824', 'allfeatures3825', 'allfeatures3826', 'allfeatures3827', 'allfeatures3828', 'allfeatures3829', 'allfeatures3830', 'allfeatures3831', 'allfeatures3832', 'allfeatures3833', 'allfeatures3834', 'allfeatures3835', 'allfeatures3836', 'allfeatures3837', 'allfeatures3838', 'allfeatures3839', 'allfeatures3840', 'allfeatures3841', 'allfeatures3842', 'allfeatures3843', 'allfeatures3844', 'allfeatures3845', 'allfeatures3846', 'allfeatures3847', 'allfeatures3848', 'allfeatures3849', 'allfeatures3850', 'allfeatures3851', 'allfeatures3852', 'allfeatures3853', 'allfeatures3854', 'allfeatures3855', 'allfeatures3856', 'allfeatures3857', 'allfeatures3858', 'allfeatures3859', 'allfeatures3860', 'allfeatures3861', 'allfeatures3862', 'allfeatures3863', 'allfeatures3864', 'allfeatures3865', 'allfeatures3866', 'allfeatures3867', 'allfeatures3868', 'allfeatures3869', 'allfeatures3870', 'allfeatures3871', 'allfeatures3872', 'allfeatures3873', 'allfeatures3874', 'allfeatures3875', 'allfeatures3876', 'allfeatures3877', 'allfeatures3878', 'allfeatures3879', 'allfeatures3880', 'allfeatures3881', 'allfeatures3882', 'allfeatures3883', 'allfeatures3884', 'allfeatures3885', 'allfeatures3886', 'allfeatures3887', 'allfeatures3888', 'allfeatures3889', 'allfeatures3890', 'allfeatures3891', 'allfeatures3892', 'allfeatures3893', 'allfeatures3894', 'allfeatures3895', 'allfeatures3896', 'allfeatures3897', 'allfeatures3898', 'allfeatures3899', 'allfeatures3900', 'allfeatures3901', 'allfeatures3902', 'allfeatures3903', 'allfeatures3904', 'allfeatures3905', 'allfeatures3906', 'allfeatures3907', 'allfeatures3908', 'allfeatures3909', 'allfeatures3910', 'allfeatures3911', 'allfeatures3912', 'allfeatures3913', 'allfeatures3914', 'allfeatures3915', 'allfeatures3916', 'allfeatures3917', 'allfeatures3918', 'allfeatures3919', 'allfeatures3920', 'allfeatures3921', 'allfeatures3922', 'allfeatures3923', 'allfeatures3924', 'allfeatures3925', 'allfeatures3926', 'allfeatures3927', 'allfeatures3928', 'allfeatures3929', 'allfeatures3930', 'allfeatures3931', 'allfeatures3932', 'allfeatures3933', 'allfeatures3934', 'allfeatures3935', 'allfeatures3936', 'allfeatures3937', 'allfeatures3938', 'allfeatures3939', 'allfeatures3940', 'allfeatures3941', 'allfeatures3942', 'allfeatures3943', 'allfeatures3944', 'allfeatures3945', 'allfeatures3946', 'allfeatures3947', 'allfeatures3948', 'allfeatures3949', 'allfeatures3950', 'allfeatures3951', 'allfeatures3952', 'allfeatures3953', 'allfeatures3954', 'allfeatures3955', 'allfeatures3956', 'allfeatures3957', 'allfeatures3958', 'allfeatures3959', 'allfeatures3960', 'allfeatures3961', 'allfeatures3962', 'allfeatures3963', 'allfeatures3964', 'allfeatures3965', 'allfeatures3966', 'allfeatures3967', 'allfeatures3968', 'allfeatures3969', 'allfeatures3970', 'allfeatures3971', 'allfeatures3972', 'allfeatures3973', 'allfeatures3974', 'allfeatures3975', 'allfeatures3976', 'allfeatures3977', 'allfeatures3978', 'allfeatures3979', 'allfeatures3980', 'allfeatures3981', 'allfeatures3982', 'allfeatures3983', 'allfeatures3984', 'allfeatures3985', 'allfeatures3986', 'allfeatures3987', 'allfeatures3988', 'allfeatures3989', 'allfeatures3990', 'allfeatures3991', 'allfeatures3992', 'allfeatures3993', 'allfeatures3994', 'allfeatures3995', 'allfeatures3996', 'allfeatures3997', 'allfeatures3998', 'allfeatures3999', 'allfeatures4000', 'allfeatures4001', 'allfeatures4002', 'allfeatures4003', 'allfeatures4004', 'allfeatures4005', 'allfeatures4006', 'allfeatures4007', 'allfeatures4008', 'allfeatures4009', 'allfeatures4010', 'allfeatures4011', 'allfeatures4012', 'allfeatures4013', 'allfeatures4014', 'allfeatures4015', 'allfeatures4016', 'allfeatures4017', 'allfeatures4018', 'allfeatures4019', 'allfeatures4020', 'allfeatures4021', 'allfeatures4022', 'allfeatures4023', 'allfeatures4024', 'allfeatures4025', 'allfeatures4026', 'allfeatures4027', 'allfeatures4028', 'allfeatures4029', 'allfeatures4030', 'allfeatures4031', 'allfeatures4032', 'allfeatures4033', 'allfeatures4034', 'allfeatures4035', 'allfeatures4036', 'allfeatures4037', 'allfeatures4038', 'allfeatures4039', 'allfeatures4040', 'allfeatures4041', 'allfeatures4042', 'allfeatures4043', 'allfeatures4044', 'allfeatures4045', 'allfeatures4046', 'allfeatures4047', 'allfeatures4048', 'allfeatures4049', 'allfeatures4050', 'allfeatures4051', 'allfeatures4052', 'allfeatures4053', 'allfeatures4054', 'allfeatures4055', 'allfeatures4056', 'allfeatures4057', 'allfeatures4058', 'allfeatures4059', 'allfeatures4060', 'allfeatures4061', 'allfeatures4062', 'allfeatures4063', 'allfeatures4064', 'allfeatures4065', 'allfeatures4066', 'allfeatures4067', 'allfeatures4068', 'allfeatures4069', 'allfeatures4070', 'allfeatures4071', 'allfeatures4072', 'allfeatures4073', 'allfeatures4074', 'allfeatures4075', 'allfeatures4076', 'allfeatures4077', 'allfeatures4078', 'allfeatures4079', 'allfeatures4080', 'allfeatures4081', 'allfeatures4082', 'allfeatures4083', 'allfeatures4084', 'allfeatures4085', 'allfeatures4086', 'allfeatures4087', 'allfeatures4088', 'allfeatures4089', 'allfeatures4090', 'allfeatures4091', 'allfeatures4092', 'allfeatures4093', 'allfeatures4094', 'allfeatures4095', 'allfeatures4096'};
trainedClassifier.ClassificationKNN = classificationKNN;
trainedClassifier.About = 'This struct is a trained classifier exported from Classification Learner R2016a.';
trainedClassifier.HowToPredict = sprintf('To make predictions on a new table, T, use: \n  yfit = c.predictFcn(T) \nreplacing ''c'' with the name of the variable that is this struct, e.g. ''trainedClassifier''. \n \nThe table, T, must contain the variables returned by: \n  c.RequiredVariables \nVariable formats (e.g. matrix/vector, datatype) must match the original training data. \nAdditional variables are ignored. \n \nFor more information, see <a href="matlab:helpview(fullfile(docroot, ''stats'', ''stats.map''), ''appclassification_exportmodeltoworkspace'')">How to predict using an exported model</a>.');

% Extract predictors and response
% This code processes the data into the right shape for training the
% classifier.
inputTable = trainingData;
predictorNames = {'allfeatures1', 'allfeatures2', 'allfeatures3', 'allfeatures4', 'allfeatures5', 'allfeatures6', 'allfeatures7', 'allfeatures8', 'allfeatures9', 'allfeatures10', 'allfeatures11', 'allfeatures12', 'allfeatures13', 'allfeatures14', 'allfeatures15', 'allfeatures16', 'allfeatures17', 'allfeatures18', 'allfeatures19', 'allfeatures20', 'allfeatures21', 'allfeatures22', 'allfeatures23', 'allfeatures24', 'allfeatures25', 'allfeatures26', 'allfeatures27', 'allfeatures28', 'allfeatures29', 'allfeatures30', 'allfeatures31', 'allfeatures32', 'allfeatures33', 'allfeatures34', 'allfeatures35', 'allfeatures36', 'allfeatures37', 'allfeatures38', 'allfeatures39', 'allfeatures40', 'allfeatures41', 'allfeatures42', 'allfeatures43', 'allfeatures44', 'allfeatures45', 'allfeatures46', 'allfeatures47', 'allfeatures48', 'allfeatures49', 'allfeatures50', 'allfeatures51', 'allfeatures52', 'allfeatures53', 'allfeatures54', 'allfeatures55', 'allfeatures56', 'allfeatures57', 'allfeatures58', 'allfeatures59', 'allfeatures60', 'allfeatures61', 'allfeatures62', 'allfeatures63', 'allfeatures64', 'allfeatures65', 'allfeatures66', 'allfeatures67', 'allfeatures68', 'allfeatures69', 'allfeatures70', 'allfeatures71', 'allfeatures72', 'allfeatures73', 'allfeatures74', 'allfeatures75', 'allfeatures76', 'allfeatures77', 'allfeatures78', 'allfeatures79', 'allfeatures80', 'allfeatures81', 'allfeatures82', 'allfeatures83', 'allfeatures84', 'allfeatures85', 'allfeatures86', 'allfeatures87', 'allfeatures88', 'allfeatures89', 'allfeatures90', 'allfeatures91', 'allfeatures92', 'allfeatures93', 'allfeatures94', 'allfeatures95', 'allfeatures96', 'allfeatures97', 'allfeatures98', 'allfeatures99', 'allfeatures100', 'allfeatures101', 'allfeatures102', 'allfeatures103', 'allfeatures104', 'allfeatures105', 'allfeatures106', 'allfeatures107', 'allfeatures108', 'allfeatures109', 'allfeatures110', 'allfeatures111', 'allfeatures112', 'allfeatures113', 'allfeatures114', 'allfeatures115', 'allfeatures116', 'allfeatures117', 'allfeatures118', 'allfeatures119', 'allfeatures120', 'allfeatures121', 'allfeatures122', 'allfeatures123', 'allfeatures124', 'allfeatures125', 'allfeatures126', 'allfeatures127', 'allfeatures128', 'allfeatures129', 'allfeatures130', 'allfeatures131', 'allfeatures132', 'allfeatures133', 'allfeatures134', 'allfeatures135', 'allfeatures136', 'allfeatures137', 'allfeatures138', 'allfeatures139', 'allfeatures140', 'allfeatures141', 'allfeatures142', 'allfeatures143', 'allfeatures144', 'allfeatures145', 'allfeatures146', 'allfeatures147', 'allfeatures148', 'allfeatures149', 'allfeatures150', 'allfeatures151', 'allfeatures152', 'allfeatures153', 'allfeatures154', 'allfeatures155', 'allfeatures156', 'allfeatures157', 'allfeatures158', 'allfeatures159', 'allfeatures160', 'allfeatures161', 'allfeatures162', 'allfeatures163', 'allfeatures164', 'allfeatures165', 'allfeatures166', 'allfeatures167', 'allfeatures168', 'allfeatures169', 'allfeatures170', 'allfeatures171', 'allfeatures172', 'allfeatures173', 'allfeatures174', 'allfeatures175', 'allfeatures176', 'allfeatures177', 'allfeatures178', 'allfeatures179', 'allfeatures180', 'allfeatures181', 'allfeatures182', 'allfeatures183', 'allfeatures184', 'allfeatures185', 'allfeatures186', 'allfeatures187', 'allfeatures188', 'allfeatures189', 'allfeatures190', 'allfeatures191', 'allfeatures192', 'allfeatures193', 'allfeatures194', 'allfeatures195', 'allfeatures196', 'allfeatures197', 'allfeatures198', 'allfeatures199', 'allfeatures200', 'allfeatures201', 'allfeatures202', 'allfeatures203', 'allfeatures204', 'allfeatures205', 'allfeatures206', 'allfeatures207', 'allfeatures208', 'allfeatures209', 'allfeatures210', 'allfeatures211', 'allfeatures212', 'allfeatures213', 'allfeatures214', 'allfeatures215', 'allfeatures216', 'allfeatures217', 'allfeatures218', 'allfeatures219', 'allfeatures220', 'allfeatures221', 'allfeatures222', 'allfeatures223', 'allfeatures224', 'allfeatures225', 'allfeatures226', 'allfeatures227', 'allfeatures228', 'allfeatures229', 'allfeatures230', 'allfeatures231', 'allfeatures232', 'allfeatures233', 'allfeatures234', 'allfeatures235', 'allfeatures236', 'allfeatures237', 'allfeatures238', 'allfeatures239', 'allfeatures240', 'allfeatures241', 'allfeatures242', 'allfeatures243', 'allfeatures244', 'allfeatures245', 'allfeatures246', 'allfeatures247', 'allfeatures248', 'allfeatures249', 'allfeatures250', 'allfeatures251', 'allfeatures252', 'allfeatures253', 'allfeatures254', 'allfeatures255', 'allfeatures256', 'allfeatures257', 'allfeatures258', 'allfeatures259', 'allfeatures260', 'allfeatures261', 'allfeatures262', 'allfeatures263', 'allfeatures264', 'allfeatures265', 'allfeatures266', 'allfeatures267', 'allfeatures268', 'allfeatures269', 'allfeatures270', 'allfeatures271', 'allfeatures272', 'allfeatures273', 'allfeatures274', 'allfeatures275', 'allfeatures276', 'allfeatures277', 'allfeatures278', 'allfeatures279', 'allfeatures280', 'allfeatures281', 'allfeatures282', 'allfeatures283', 'allfeatures284', 'allfeatures285', 'allfeatures286', 'allfeatures287', 'allfeatures288', 'allfeatures289', 'allfeatures290', 'allfeatures291', 'allfeatures292', 'allfeatures293', 'allfeatures294', 'allfeatures295', 'allfeatures296', 'allfeatures297', 'allfeatures298', 'allfeatures299', 'allfeatures300', 'allfeatures301', 'allfeatures302', 'allfeatures303', 'allfeatures304', 'allfeatures305', 'allfeatures306', 'allfeatures307', 'allfeatures308', 'allfeatures309', 'allfeatures310', 'allfeatures311', 'allfeatures312', 'allfeatures313', 'allfeatures314', 'allfeatures315', 'allfeatures316', 'allfeatures317', 'allfeatures318', 'allfeatures319', 'allfeatures320', 'allfeatures321', 'allfeatures322', 'allfeatures323', 'allfeatures324', 'allfeatures325', 'allfeatures326', 'allfeatures327', 'allfeatures328', 'allfeatures329', 'allfeatures330', 'allfeatures331', 'allfeatures332', 'allfeatures333', 'allfeatures334', 'allfeatures335', 'allfeatures336', 'allfeatures337', 'allfeatures338', 'allfeatures339', 'allfeatures340', 'allfeatures341', 'allfeatures342', 'allfeatures343', 'allfeatures344', 'allfeatures345', 'allfeatures346', 'allfeatures347', 'allfeatures348', 'allfeatures349', 'allfeatures350', 'allfeatures351', 'allfeatures352', 'allfeatures353', 'allfeatures354', 'allfeatures355', 'allfeatures356', 'allfeatures357', 'allfeatures358', 'allfeatures359', 'allfeatures360', 'allfeatures361', 'allfeatures362', 'allfeatures363', 'allfeatures364', 'allfeatures365', 'allfeatures366', 'allfeatures367', 'allfeatures368', 'allfeatures369', 'allfeatures370', 'allfeatures371', 'allfeatures372', 'allfeatures373', 'allfeatures374', 'allfeatures375', 'allfeatures376', 'allfeatures377', 'allfeatures378', 'allfeatures379', 'allfeatures380', 'allfeatures381', 'allfeatures382', 'allfeatures383', 'allfeatures384', 'allfeatures385', 'allfeatures386', 'allfeatures387', 'allfeatures388', 'allfeatures389', 'allfeatures390', 'allfeatures391', 'allfeatures392', 'allfeatures393', 'allfeatures394', 'allfeatures395', 'allfeatures396', 'allfeatures397', 'allfeatures398', 'allfeatures399', 'allfeatures400', 'allfeatures401', 'allfeatures402', 'allfeatures403', 'allfeatures404', 'allfeatures405', 'allfeatures406', 'allfeatures407', 'allfeatures408', 'allfeatures409', 'allfeatures410', 'allfeatures411', 'allfeatures412', 'allfeatures413', 'allfeatures414', 'allfeatures415', 'allfeatures416', 'allfeatures417', 'allfeatures418', 'allfeatures419', 'allfeatures420', 'allfeatures421', 'allfeatures422', 'allfeatures423', 'allfeatures424', 'allfeatures425', 'allfeatures426', 'allfeatures427', 'allfeatures428', 'allfeatures429', 'allfeatures430', 'allfeatures431', 'allfeatures432', 'allfeatures433', 'allfeatures434', 'allfeatures435', 'allfeatures436', 'allfeatures437', 'allfeatures438', 'allfeatures439', 'allfeatures440', 'allfeatures441', 'allfeatures442', 'allfeatures443', 'allfeatures444', 'allfeatures445', 'allfeatures446', 'allfeatures447', 'allfeatures448', 'allfeatures449', 'allfeatures450', 'allfeatures451', 'allfeatures452', 'allfeatures453', 'allfeatures454', 'allfeatures455', 'allfeatures456', 'allfeatures457', 'allfeatures458', 'allfeatures459', 'allfeatures460', 'allfeatures461', 'allfeatures462', 'allfeatures463', 'allfeatures464', 'allfeatures465', 'allfeatures466', 'allfeatures467', 'allfeatures468', 'allfeatures469', 'allfeatures470', 'allfeatures471', 'allfeatures472', 'allfeatures473', 'allfeatures474', 'allfeatures475', 'allfeatures476', 'allfeatures477', 'allfeatures478', 'allfeatures479', 'allfeatures480', 'allfeatures481', 'allfeatures482', 'allfeatures483', 'allfeatures484', 'allfeatures485', 'allfeatures486', 'allfeatures487', 'allfeatures488', 'allfeatures489', 'allfeatures490', 'allfeatures491', 'allfeatures492', 'allfeatures493', 'allfeatures494', 'allfeatures495', 'allfeatures496', 'allfeatures497', 'allfeatures498', 'allfeatures499', 'allfeatures500', 'allfeatures501', 'allfeatures502', 'allfeatures503', 'allfeatures504', 'allfeatures505', 'allfeatures506', 'allfeatures507', 'allfeatures508', 'allfeatures509', 'allfeatures510', 'allfeatures511', 'allfeatures512', 'allfeatures513', 'allfeatures514', 'allfeatures515', 'allfeatures516', 'allfeatures517', 'allfeatures518', 'allfeatures519', 'allfeatures520', 'allfeatures521', 'allfeatures522', 'allfeatures523', 'allfeatures524', 'allfeatures525', 'allfeatures526', 'allfeatures527', 'allfeatures528', 'allfeatures529', 'allfeatures530', 'allfeatures531', 'allfeatures532', 'allfeatures533', 'allfeatures534', 'allfeatures535', 'allfeatures536', 'allfeatures537', 'allfeatures538', 'allfeatures539', 'allfeatures540', 'allfeatures541', 'allfeatures542', 'allfeatures543', 'allfeatures544', 'allfeatures545', 'allfeatures546', 'allfeatures547', 'allfeatures548', 'allfeatures549', 'allfeatures550', 'allfeatures551', 'allfeatures552', 'allfeatures553', 'allfeatures554', 'allfeatures555', 'allfeatures556', 'allfeatures557', 'allfeatures558', 'allfeatures559', 'allfeatures560', 'allfeatures561', 'allfeatures562', 'allfeatures563', 'allfeatures564', 'allfeatures565', 'allfeatures566', 'allfeatures567', 'allfeatures568', 'allfeatures569', 'allfeatures570', 'allfeatures571', 'allfeatures572', 'allfeatures573', 'allfeatures574', 'allfeatures575', 'allfeatures576', 'allfeatures577', 'allfeatures578', 'allfeatures579', 'allfeatures580', 'allfeatures581', 'allfeatures582', 'allfeatures583', 'allfeatures584', 'allfeatures585', 'allfeatures586', 'allfeatures587', 'allfeatures588', 'allfeatures589', 'allfeatures590', 'allfeatures591', 'allfeatures592', 'allfeatures593', 'allfeatures594', 'allfeatures595', 'allfeatures596', 'allfeatures597', 'allfeatures598', 'allfeatures599', 'allfeatures600', 'allfeatures601', 'allfeatures602', 'allfeatures603', 'allfeatures604', 'allfeatures605', 'allfeatures606', 'allfeatures607', 'allfeatures608', 'allfeatures609', 'allfeatures610', 'allfeatures611', 'allfeatures612', 'allfeatures613', 'allfeatures614', 'allfeatures615', 'allfeatures616', 'allfeatures617', 'allfeatures618', 'allfeatures619', 'allfeatures620', 'allfeatures621', 'allfeatures622', 'allfeatures623', 'allfeatures624', 'allfeatures625', 'allfeatures626', 'allfeatures627', 'allfeatures628', 'allfeatures629', 'allfeatures630', 'allfeatures631', 'allfeatures632', 'allfeatures633', 'allfeatures634', 'allfeatures635', 'allfeatures636', 'allfeatures637', 'allfeatures638', 'allfeatures639', 'allfeatures640', 'allfeatures641', 'allfeatures642', 'allfeatures643', 'allfeatures644', 'allfeatures645', 'allfeatures646', 'allfeatures647', 'allfeatures648', 'allfeatures649', 'allfeatures650', 'allfeatures651', 'allfeatures652', 'allfeatures653', 'allfeatures654', 'allfeatures655', 'allfeatures656', 'allfeatures657', 'allfeatures658', 'allfeatures659', 'allfeatures660', 'allfeatures661', 'allfeatures662', 'allfeatures663', 'allfeatures664', 'allfeatures665', 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'allfeatures3284', 'allfeatures3285', 'allfeatures3286', 'allfeatures3287', 'allfeatures3288', 'allfeatures3289', 'allfeatures3290', 'allfeatures3291', 'allfeatures3292', 'allfeatures3293', 'allfeatures3294', 'allfeatures3295', 'allfeatures3296', 'allfeatures3297', 'allfeatures3298', 'allfeatures3299', 'allfeatures3300', 'allfeatures3301', 'allfeatures3302', 'allfeatures3303', 'allfeatures3304', 'allfeatures3305', 'allfeatures3306', 'allfeatures3307', 'allfeatures3308', 'allfeatures3309', 'allfeatures3310', 'allfeatures3311', 'allfeatures3312', 'allfeatures3313', 'allfeatures3314', 'allfeatures3315', 'allfeatures3316', 'allfeatures3317', 'allfeatures3318', 'allfeatures3319', 'allfeatures3320', 'allfeatures3321', 'allfeatures3322', 'allfeatures3323', 'allfeatures3324', 'allfeatures3325', 'allfeatures3326', 'allfeatures3327', 'allfeatures3328', 'allfeatures3329', 'allfeatures3330', 'allfeatures3331', 'allfeatures3332', 'allfeatures3333', 'allfeatures3334', 'allfeatures3335', 'allfeatures3336', 'allfeatures3337', 'allfeatures3338', 'allfeatures3339', 'allfeatures3340', 'allfeatures3341', 'allfeatures3342', 'allfeatures3343', 'allfeatures3344', 'allfeatures3345', 'allfeatures3346', 'allfeatures3347', 'allfeatures3348', 'allfeatures3349', 'allfeatures3350', 'allfeatures3351', 'allfeatures3352', 'allfeatures3353', 'allfeatures3354', 'allfeatures3355', 'allfeatures3356', 'allfeatures3357', 'allfeatures3358', 'allfeatures3359', 'allfeatures3360', 'allfeatures3361', 'allfeatures3362', 'allfeatures3363', 'allfeatures3364', 'allfeatures3365', 'allfeatures3366', 'allfeatures3367', 'allfeatures3368', 'allfeatures3369', 'allfeatures3370', 'allfeatures3371', 'allfeatures3372', 'allfeatures3373', 'allfeatures3374', 'allfeatures3375', 'allfeatures3376', 'allfeatures3377', 'allfeatures3378', 'allfeatures3379', 'allfeatures3380', 'allfeatures3381', 'allfeatures3382', 'allfeatures3383', 'allfeatures3384', 'allfeatures3385', 'allfeatures3386', 'allfeatures3387', 'allfeatures3388', 'allfeatures3389', 'allfeatures3390', 'allfeatures3391', 'allfeatures3392', 'allfeatures3393', 'allfeatures3394', 'allfeatures3395', 'allfeatures3396', 'allfeatures3397', 'allfeatures3398', 'allfeatures3399', 'allfeatures3400', 'allfeatures3401', 'allfeatures3402', 'allfeatures3403', 'allfeatures3404', 'allfeatures3405', 'allfeatures3406', 'allfeatures3407', 'allfeatures3408', 'allfeatures3409', 'allfeatures3410', 'allfeatures3411', 'allfeatures3412', 'allfeatures3413', 'allfeatures3414', 'allfeatures3415', 'allfeatures3416', 'allfeatures3417', 'allfeatures3418', 'allfeatures3419', 'allfeatures3420', 'allfeatures3421', 'allfeatures3422', 'allfeatures3423', 'allfeatures3424', 'allfeatures3425', 'allfeatures3426', 'allfeatures3427', 'allfeatures3428', 'allfeatures3429', 'allfeatures3430', 'allfeatures3431', 'allfeatures3432', 'allfeatures3433', 'allfeatures3434', 'allfeatures3435', 'allfeatures3436', 'allfeatures3437', 'allfeatures3438', 'allfeatures3439', 'allfeatures3440', 'allfeatures3441', 'allfeatures3442', 'allfeatures3443', 'allfeatures3444', 'allfeatures3445', 'allfeatures3446', 'allfeatures3447', 'allfeatures3448', 'allfeatures3449', 'allfeatures3450', 'allfeatures3451', 'allfeatures3452', 'allfeatures3453', 'allfeatures3454', 'allfeatures3455', 'allfeatures3456', 'allfeatures3457', 'allfeatures3458', 'allfeatures3459', 'allfeatures3460', 'allfeatures3461', 'allfeatures3462', 'allfeatures3463', 'allfeatures3464', 'allfeatures3465', 'allfeatures3466', 'allfeatures3467', 'allfeatures3468', 'allfeatures3469', 'allfeatures3470', 'allfeatures3471', 'allfeatures3472', 'allfeatures3473', 'allfeatures3474', 'allfeatures3475', 'allfeatures3476', 'allfeatures3477', 'allfeatures3478', 'allfeatures3479', 'allfeatures3480', 'allfeatures3481', 'allfeatures3482', 'allfeatures3483', 'allfeatures3484', 'allfeatures3485', 'allfeatures3486', 'allfeatures3487', 'allfeatures3488', 'allfeatures3489', 'allfeatures3490', 'allfeatures3491', 'allfeatures3492', 'allfeatures3493', 'allfeatures3494', 'allfeatures3495', 'allfeatures3496', 'allfeatures3497', 'allfeatures3498', 'allfeatures3499', 'allfeatures3500', 'allfeatures3501', 'allfeatures3502', 'allfeatures3503', 'allfeatures3504', 'allfeatures3505', 'allfeatures3506', 'allfeatures3507', 'allfeatures3508', 'allfeatures3509', 'allfeatures3510', 'allfeatures3511', 'allfeatures3512', 'allfeatures3513', 'allfeatures3514', 'allfeatures3515', 'allfeatures3516', 'allfeatures3517', 'allfeatures3518', 'allfeatures3519', 'allfeatures3520', 'allfeatures3521', 'allfeatures3522', 'allfeatures3523', 'allfeatures3524', 'allfeatures3525', 'allfeatures3526', 'allfeatures3527', 'allfeatures3528', 'allfeatures3529', 'allfeatures3530', 'allfeatures3531', 'allfeatures3532', 'allfeatures3533', 'allfeatures3534', 'allfeatures3535', 'allfeatures3536', 'allfeatures3537', 'allfeatures3538', 'allfeatures3539', 'allfeatures3540', 'allfeatures3541', 'allfeatures3542', 'allfeatures3543', 'allfeatures3544', 'allfeatures3545', 'allfeatures3546', 'allfeatures3547', 'allfeatures3548', 'allfeatures3549', 'allfeatures3550', 'allfeatures3551', 'allfeatures3552', 'allfeatures3553', 'allfeatures3554', 'allfeatures3555', 'allfeatures3556', 'allfeatures3557', 'allfeatures3558', 'allfeatures3559', 'allfeatures3560', 'allfeatures3561', 'allfeatures3562', 'allfeatures3563', 'allfeatures3564', 'allfeatures3565', 'allfeatures3566', 'allfeatures3567', 'allfeatures3568', 'allfeatures3569', 'allfeatures3570', 'allfeatures3571', 'allfeatures3572', 'allfeatures3573', 'allfeatures3574', 'allfeatures3575', 'allfeatures3576', 'allfeatures3577', 'allfeatures3578', 'allfeatures3579', 'allfeatures3580', 'allfeatures3581', 'allfeatures3582', 'allfeatures3583', 'allfeatures3584', 'allfeatures3585', 'allfeatures3586', 'allfeatures3587', 'allfeatures3588', 'allfeatures3589', 'allfeatures3590', 'allfeatures3591', 'allfeatures3592', 'allfeatures3593', 'allfeatures3594', 'allfeatures3595', 'allfeatures3596', 'allfeatures3597', 'allfeatures3598', 'allfeatures3599', 'allfeatures3600', 'allfeatures3601', 'allfeatures3602', 'allfeatures3603', 'allfeatures3604', 'allfeatures3605', 'allfeatures3606', 'allfeatures3607', 'allfeatures3608', 'allfeatures3609', 'allfeatures3610', 'allfeatures3611', 'allfeatures3612', 'allfeatures3613', 'allfeatures3614', 'allfeatures3615', 'allfeatures3616', 'allfeatures3617', 'allfeatures3618', 'allfeatures3619', 'allfeatures3620', 'allfeatures3621', 'allfeatures3622', 'allfeatures3623', 'allfeatures3624', 'allfeatures3625', 'allfeatures3626', 'allfeatures3627', 'allfeatures3628', 'allfeatures3629', 'allfeatures3630', 'allfeatures3631', 'allfeatures3632', 'allfeatures3633', 'allfeatures3634', 'allfeatures3635', 'allfeatures3636', 'allfeatures3637', 'allfeatures3638', 'allfeatures3639', 'allfeatures3640', 'allfeatures3641', 'allfeatures3642', 'allfeatures3643', 'allfeatures3644', 'allfeatures3645', 'allfeatures3646', 'allfeatures3647', 'allfeatures3648', 'allfeatures3649', 'allfeatures3650', 'allfeatures3651', 'allfeatures3652', 'allfeatures3653', 'allfeatures3654', 'allfeatures3655', 'allfeatures3656', 'allfeatures3657', 'allfeatures3658', 'allfeatures3659', 'allfeatures3660', 'allfeatures3661', 'allfeatures3662', 'allfeatures3663', 'allfeatures3664', 'allfeatures3665', 'allfeatures3666', 'allfeatures3667', 'allfeatures3668', 'allfeatures3669', 'allfeatures3670', 'allfeatures3671', 'allfeatures3672', 'allfeatures3673', 'allfeatures3674', 'allfeatures3675', 'allfeatures3676', 'allfeatures3677', 'allfeatures3678', 'allfeatures3679', 'allfeatures3680', 'allfeatures3681', 'allfeatures3682', 'allfeatures3683', 'allfeatures3684', 'allfeatures3685', 'allfeatures3686', 'allfeatures3687', 'allfeatures3688', 'allfeatures3689', 'allfeatures3690', 'allfeatures3691', 'allfeatures3692', 'allfeatures3693', 'allfeatures3694', 'allfeatures3695', 'allfeatures3696', 'allfeatures3697', 'allfeatures3698', 'allfeatures3699', 'allfeatures3700', 'allfeatures3701', 'allfeatures3702', 'allfeatures3703', 'allfeatures3704', 'allfeatures3705', 'allfeatures3706', 'allfeatures3707', 'allfeatures3708', 'allfeatures3709', 'allfeatures3710', 'allfeatures3711', 'allfeatures3712', 'allfeatures3713', 'allfeatures3714', 'allfeatures3715', 'allfeatures3716', 'allfeatures3717', 'allfeatures3718', 'allfeatures3719', 'allfeatures3720', 'allfeatures3721', 'allfeatures3722', 'allfeatures3723', 'allfeatures3724', 'allfeatures3725', 'allfeatures3726', 'allfeatures3727', 'allfeatures3728', 'allfeatures3729', 'allfeatures3730', 'allfeatures3731', 'allfeatures3732', 'allfeatures3733', 'allfeatures3734', 'allfeatures3735', 'allfeatures3736', 'allfeatures3737', 'allfeatures3738', 'allfeatures3739', 'allfeatures3740', 'allfeatures3741', 'allfeatures3742', 'allfeatures3743', 'allfeatures3744', 'allfeatures3745', 'allfeatures3746', 'allfeatures3747', 'allfeatures3748', 'allfeatures3749', 'allfeatures3750', 'allfeatures3751', 'allfeatures3752', 'allfeatures3753', 'allfeatures3754', 'allfeatures3755', 'allfeatures3756', 'allfeatures3757', 'allfeatures3758', 'allfeatures3759', 'allfeatures3760', 'allfeatures3761', 'allfeatures3762', 'allfeatures3763', 'allfeatures3764', 'allfeatures3765', 'allfeatures3766', 'allfeatures3767', 'allfeatures3768', 'allfeatures3769', 'allfeatures3770', 'allfeatures3771', 'allfeatures3772', 'allfeatures3773', 'allfeatures3774', 'allfeatures3775', 'allfeatures3776', 'allfeatures3777', 'allfeatures3778', 'allfeatures3779', 'allfeatures3780', 'allfeatures3781', 'allfeatures3782', 'allfeatures3783', 'allfeatures3784', 'allfeatures3785', 'allfeatures3786', 'allfeatures3787', 'allfeatures3788', 'allfeatures3789', 'allfeatures3790', 'allfeatures3791', 'allfeatures3792', 'allfeatures3793', 'allfeatures3794', 'allfeatures3795', 'allfeatures3796', 'allfeatures3797', 'allfeatures3798', 'allfeatures3799', 'allfeatures3800', 'allfeatures3801', 'allfeatures3802', 'allfeatures3803', 'allfeatures3804', 'allfeatures3805', 'allfeatures3806', 'allfeatures3807', 'allfeatures3808', 'allfeatures3809', 'allfeatures3810', 'allfeatures3811', 'allfeatures3812', 'allfeatures3813', 'allfeatures3814', 'allfeatures3815', 'allfeatures3816', 'allfeatures3817', 'allfeatures3818', 'allfeatures3819', 'allfeatures3820', 'allfeatures3821', 'allfeatures3822', 'allfeatures3823', 'allfeatures3824', 'allfeatures3825', 'allfeatures3826', 'allfeatures3827', 'allfeatures3828', 'allfeatures3829', 'allfeatures3830', 'allfeatures3831', 'allfeatures3832', 'allfeatures3833', 'allfeatures3834', 'allfeatures3835', 'allfeatures3836', 'allfeatures3837', 'allfeatures3838', 'allfeatures3839', 'allfeatures3840', 'allfeatures3841', 'allfeatures3842', 'allfeatures3843', 'allfeatures3844', 'allfeatures3845', 'allfeatures3846', 'allfeatures3847', 'allfeatures3848', 'allfeatures3849', 'allfeatures3850', 'allfeatures3851', 'allfeatures3852', 'allfeatures3853', 'allfeatures3854', 'allfeatures3855', 'allfeatures3856', 'allfeatures3857', 'allfeatures3858', 'allfeatures3859', 'allfeatures3860', 'allfeatures3861', 'allfeatures3862', 'allfeatures3863', 'allfeatures3864', 'allfeatures3865', 'allfeatures3866', 'allfeatures3867', 'allfeatures3868', 'allfeatures3869', 'allfeatures3870', 'allfeatures3871', 'allfeatures3872', 'allfeatures3873', 'allfeatures3874', 'allfeatures3875', 'allfeatures3876', 'allfeatures3877', 'allfeatures3878', 'allfeatures3879', 'allfeatures3880', 'allfeatures3881', 'allfeatures3882', 'allfeatures3883', 'allfeatures3884', 'allfeatures3885', 'allfeatures3886', 'allfeatures3887', 'allfeatures3888', 'allfeatures3889', 'allfeatures3890', 'allfeatures3891', 'allfeatures3892', 'allfeatures3893', 'allfeatures3894', 'allfeatures3895', 'allfeatures3896', 'allfeatures3897', 'allfeatures3898', 'allfeatures3899', 'allfeatures3900', 'allfeatures3901', 'allfeatures3902', 'allfeatures3903', 'allfeatures3904', 'allfeatures3905', 'allfeatures3906', 'allfeatures3907', 'allfeatures3908', 'allfeatures3909', 'allfeatures3910', 'allfeatures3911', 'allfeatures3912', 'allfeatures3913', 'allfeatures3914', 'allfeatures3915', 'allfeatures3916', 'allfeatures3917', 'allfeatures3918', 'allfeatures3919', 'allfeatures3920', 'allfeatures3921', 'allfeatures3922', 'allfeatures3923', 'allfeatures3924', 'allfeatures3925', 'allfeatures3926', 'allfeatures3927', 'allfeatures3928', 'allfeatures3929', 'allfeatures3930', 'allfeatures3931', 'allfeatures3932', 'allfeatures3933', 'allfeatures3934', 'allfeatures3935', 'allfeatures3936', 'allfeatures3937', 'allfeatures3938', 'allfeatures3939', 'allfeatures3940', 'allfeatures3941', 'allfeatures3942', 'allfeatures3943', 'allfeatures3944', 'allfeatures3945', 'allfeatures3946', 'allfeatures3947', 'allfeatures3948', 'allfeatures3949', 'allfeatures3950', 'allfeatures3951', 'allfeatures3952', 'allfeatures3953', 'allfeatures3954', 'allfeatures3955', 'allfeatures3956', 'allfeatures3957', 'allfeatures3958', 'allfeatures3959', 'allfeatures3960', 'allfeatures3961', 'allfeatures3962', 'allfeatures3963', 'allfeatures3964', 'allfeatures3965', 'allfeatures3966', 'allfeatures3967', 'allfeatures3968', 'allfeatures3969', 'allfeatures3970', 'allfeatures3971', 'allfeatures3972', 'allfeatures3973', 'allfeatures3974', 'allfeatures3975', 'allfeatures3976', 'allfeatures3977', 'allfeatures3978', 'allfeatures3979', 'allfeatures3980', 'allfeatures3981', 'allfeatures3982', 'allfeatures3983', 'allfeatures3984', 'allfeatures3985', 'allfeatures3986', 'allfeatures3987', 'allfeatures3988', 'allfeatures3989', 'allfeatures3990', 'allfeatures3991', 'allfeatures3992', 'allfeatures3993', 'allfeatures3994', 'allfeatures3995', 'allfeatures3996', 'allfeatures3997', 'allfeatures3998', 'allfeatures3999', 'allfeatures4000', 'allfeatures4001', 'allfeatures4002', 'allfeatures4003', 'allfeatures4004', 'allfeatures4005', 'allfeatures4006', 'allfeatures4007', 'allfeatures4008', 'allfeatures4009', 'allfeatures4010', 'allfeatures4011', 'allfeatures4012', 'allfeatures4013', 'allfeatures4014', 'allfeatures4015', 'allfeatures4016', 'allfeatures4017', 'allfeatures4018', 'allfeatures4019', 'allfeatures4020', 'allfeatures4021', 'allfeatures4022', 'allfeatures4023', 'allfeatures4024', 'allfeatures4025', 'allfeatures4026', 'allfeatures4027', 'allfeatures4028', 'allfeatures4029', 'allfeatures4030', 'allfeatures4031', 'allfeatures4032', 'allfeatures4033', 'allfeatures4034', 'allfeatures4035', 'allfeatures4036', 'allfeatures4037', 'allfeatures4038', 'allfeatures4039', 'allfeatures4040', 'allfeatures4041', 'allfeatures4042', 'allfeatures4043', 'allfeatures4044', 'allfeatures4045', 'allfeatures4046', 'allfeatures4047', 'allfeatures4048', 'allfeatures4049', 'allfeatures4050', 'allfeatures4051', 'allfeatures4052', 'allfeatures4053', 'allfeatures4054', 'allfeatures4055', 'allfeatures4056', 'allfeatures4057', 'allfeatures4058', 'allfeatures4059', 'allfeatures4060', 'allfeatures4061', 'allfeatures4062', 'allfeatures4063', 'allfeatures4064', 'allfeatures4065', 'allfeatures4066', 'allfeatures4067', 'allfeatures4068', 'allfeatures4069', 'allfeatures4070', 'allfeatures4071', 'allfeatures4072', 'allfeatures4073', 'allfeatures4074', 'allfeatures4075', 'allfeatures4076', 'allfeatures4077', 'allfeatures4078', 'allfeatures4079', 'allfeatures4080', 'allfeatures4081', 'allfeatures4082', 'allfeatures4083', 'allfeatures4084', 'allfeatures4085', 'allfeatures4086', 'allfeatures4087', 'allfeatures4088', 'allfeatures4089', 'allfeatures4090', 'allfeatures4091', 'allfeatures4092', 'allfeatures4093', 'allfeatures4094', 'allfeatures4095', 'allfeatures4096'};
predictors = inputTable(:, predictorNames);
response = inputTable.Group;
isCategoricalPredictor = [false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, 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false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false, false];

% Perform cross-validation
partitionedModel = crossval(trainedClassifier.ClassificationKNN, 'KFold', 5);

% Compute validation accuracy
validationAccuracy = 1 - kfoldLoss(partitionedModel, 'LossFun', 'ClassifError');

% Compute validation predictions and scores
[validationPredictions, validationScores] = kfoldPredict(partitionedModel);
